Pandora
Hacker ApprovedRanked 6 of 10 music streaming services by recommenders
Praised for radio-style discovery that finds similar songs you have not heard before, especially from curated stations. Critics mention skip limits, even on the paid tier, and recommendations that repeat or turn bland.
Praised for radio-style discovery that finds similar songs you have not heard before, especially from curated stations. Critics mention skip limits, even on the paid tier, and recommendations that repeat or turn bland.
40 people gave an opinion
- recommend it
- 29
- criticize it
- 11
- approval share
- 73%
Recommended in 10 of 13 months
- November 2025: not recommended
- December 2025: recommended
- January 2026: recommended
- February 2026: recommended
- March 2026: recommended
- April 2026: recommended
- May 2026: recommended
- June 2026: not recommended
- July 2026: recommended
- August 2026: recommended
- September 2026: recommended
- October 2026: recommended
- November 2026: not recommended (month in progress)
Why it carries the badge
- 29 people recommend itNeeds 10 or more, met.
- 2.6 recommenders for every criticNeeds 2 to 1 or better, met.
- Recommended in 10 of 13 monthsNeeds 4 or more, met.
The same three rules apply to every product, and the badge can’t be bought. How the badge works
What people say about it
The reasons people give, with the number of comments that give each one. Open a reason to read what they said.
Why people recommend it
Each mark is one comment
Finds new music you have not heard
“I still think for new music discovery Pandora’s approach remains the best if you really curate a station for yourself.”
Comment from 27 May 2026 in “Last.fm is now independent” “Pandora was amazing for me ~20 years ago, it introduced me to songs I never would have heard.”
Comment from 15 Mar 2026 in “The Appalling Stupidity of Spotify's AI DJ” “Feels like a good dj that is broadening my horizons by exposing me to tangential works.”
Comment from 8 Oct 2026 in “15-year search for a band that charted once and vanished” - Comment from 21 May 2026 in “Spotify Will Start Reserving Concert Tickets for Fans”
- Comment from 15 Mar 2026 in “The Appalling Stupidity of Spotify's AI DJ”
- Comment from 14 Dec 2025 in “Music Algorithms Failed Us”
Better recommendations than rivals
“Pandora is the only recommendation engine that actually gives me what I would consider to be valid results.”
Comment from 11 Dec 2025 in “How Google Maps allocates survival across London's restaurants” “The Pandora algorithm was an absolute breath of fresh air relative to every other recommendation system.”
Comment from 27 May 2026 in “Last.fm is now independent” “At it's peak, I found Pandora's recomendation algo vastly superior to Spotify”
Comment from 19 Aug 2026 in “Meta's blockbuster trial draws parallels to big tobacco” - Comment from 16 Jul 2026 in “The lost joy of music piracy”
- Comment from 1 Sep 2026 in “Fastpotify”
- Comment from 15 Aug 2026 in “GenRec: Towards LLM-Native Recommendation at Netflix”
Songs similar to your taste
“They then use that to recommend music that's actually similar, and not just "people who listened to this also listened to...."”
Comment from 8 Oct 2026 in “15-year search for a band that charted once and vanished” “It felt like it suggested songs that have something in common with other songs you liked”
Comment from 8 Oct 2026 in “15-year search for a band that charted once and vanished” “my carefully curated Pandora channel matches my music tastes so faithfully”
Comment from 28 Dec 2025 in “Ask HN: How to go back to listening to MP3s?” - Comment from 2 Oct 2026 in “Why media fans want to escape algorithms with CDs, DVDs and vinyl”
- Comment from 8 Oct 2026 in “15-year search for a band that charted once and vanished”
Endless stations from one song
“I still think for new music discovery Pandora’s approach remains the best if you really curate a station for yourself.”
Comment from 27 May 2026 in “Last.fm is now independent” “It’s so much better for just picking a song or musician or genre and having a never ending playlist”
Comment from 18 Mar 2026 in “Spotify playing ads for paid subscribers”
What people warn about
Each mark is one comment
Recommendations repeat or turn bland
“I was entertained by this for maybe a few hours when Pandora was new, but they all seemingly always devolve into”
Comment from 15 Mar 2026 in “The Appalling Stupidity of Spotify's AI DJ” “It gave you a lot of uninspiring music that sounded like a bland copy of something you actually liked.”
Comment from 14 Dec 2025 in “2002: Last.fm and Audioscrobbler Herald the Social Web” “its algorithm eventually decided that I only liked 12 songs in the whole world”
Comment from 1 Sep 2026 in “Fastpotify” - Comment from 21 Jan 2026 in “Spotify won court order against Anna's Archive, taking down .org domain”
Quality faded or never good
“Pandora seems to have thrown it in the trash.”
Comment from 4 Nov 2025 on Hacker News “It's never been good though”
Comment from 15 Mar 2026 in “The Appalling Stupidity of Spotify's AI DJ”
Other music streaming services people recommend
The four most recommended other music streaming services, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.
| Product | Recommend | Criticize | Approval | Months | Owned | Badge |
|---|---|---|---|---|---|---|
| Spotify | 299 | 732 | 29% | 12 | 10 yrs30 owners | — |
| Apple Music | 131 | 270 | 33% | 12 | 1 yr14 owners | — |
| YouTube Music | 58 | 61 | 49% | 12 | — | — |
| Tidal | 48 | 41 | 54% | 11 | 10 yrs3 owners | — |
| PandoraThis page | 29 | 11 | 73% | 10 | — | Approved |
What people said
39 of the 41 comments that mention it, newest first. Each links to the original comment.
“about 5-10 songs in on any channel they start playing music from bands I've never heard of”
“They then use that to recommend music that's actually similar, and not just "people who listened to this also listened to...."”
“I used to love that service”
“Feels like a good dj that is broadening my horizons by exposing me to tangential works.”
“It felt like it suggested songs that have something in common with other songs you liked”
“it has my vibes down perfectly”
“Pandora gets it just about right”
“I really wish these music services could just license Pandora's system.”
“its algorithm eventually decided that I only liked 12 songs in the whole world”
“Pandora always had a better radio algorithm than Spotify.”
“the old human-powered Pandora”
“At it's peak, I found Pandora's recomendation algo vastly superior to Spotify”
“it's just way better than anything in the past”
“None have ever gotten close to GS in terms of showing me songs completely outside my wheelhouse”
“Pandora's recommendation engine still seems to be the best”
“I now listen to Pandora or Soma FM instead.”
“But no Pandora for music. And that's the problem, in my opinion.”
“The Pandora algorithm was an absolute breath of fresh air relative to every other recommendation system.”
“because it was based on real human input, not AI and not even "group think"”
“I still think for new music discovery Pandora’s approach remains the best if you really curate a station for yourself.”
“The music recommendation team was amazing when I worked there”
“I think it has the best discovery out of any music platform.”
“still exists and is quite good”
“I do Pandora for discovery but don't like the feeling of building an Amazon streaming library that will actually vanish when I stop paying”
“It’s so much better for just picking a song or musician or genre and having a never ending playlist”
“It's never been good though”
“They used to be available everywhere, but locked off international audiences when laws became inconvenient.”
“I've found a lot of great music through Pandora.”
“Pandora (still) works pretty well for mainstream music.”
“Pandora was amazing for me ~20 years ago, it introduced me to songs I never would have heard.”
“Pandora was worthless, though, because of their skip limit (even in the paid version).”
“I was entertained by this for maybe a few hours when Pandora was new, but they all seemingly always devolve into”
“Pandora solved this problem nearly 20 years ago”
“it kept recommending me the exact same songs”
“my carefully curated Pandora channel matches my music tastes so faithfully”
“It gave you a lot of uninspiring music that sounded like a bland copy of something you actually liked.”
“I have found some fun stuff using Pandora”
“Pandora is the only recommendation engine that actually gives me what I would consider to be valid results.”
“Pandora seems to have thrown it in the trash.”
Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.